Tshilidzi Marwala – författare
1 669 kr
Skickas inom 7-10 vardagar
705 kr
Skickas inom 10-15 vardagar
1 731 kr
Skickas inom 7-10 vardagar
Hamiltonian Monte Carlo Methods in Machine Learning introduces methods for optimal tuning of HMC parameters, along with an introduction of Shadow and Non-canonical HMC methods with improvements and speedup. Lastly, the authors address the critical issues of variance reduction for parameter estimates of numerous HMC based samplers. The book offers a comprehensive introduction to Hamiltonian Monte Carlo methods and provides a cutting-edge exposition of the current pathologies of HMC-based methods in both tuning, scaling and sampling complex real-world posteriors. These are mainly in the scaling of inference (e.g., Deep Neural Networks), tuning of performance-sensitive sampling parameters and high sample autocorrelation.
Other sections provide numerous solutions to potential pitfalls, presenting advanced HMC methods with applications in renewable energy, finance and image classification for biomedical applications. Readers will get acquainted with both HMC sampling theory and algorithm implementation.
Provides in-depth analysis for conducting optimal tuning of Hamiltonian Monte Carlo (HMC) parameters Presents readers with an introduction and improvements on Shadow HMC methods as well as non-canonical HMC methods Demonstrates how to perform variance reduction for numerous HMC-based samplers Includes source code from applications and algorithmsMechanism Design, Behavioral Science and Artificial Intelligence in International Relations
1 487 kr
Skickas inom 7-10 vardagar
1 729 kr
Skickas inom 7-10 vardagar
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Probabilistic Finite Element Model Updating Using Bayesian Statistics
Applications to Aeronautical and Mechanical Engineering
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2 334 kr
Skickas inom 10-15 vardagar
Condition Monitoring Using Computational Intelligence Methods
Applications in Mechanical and Electrical Systems
1 068 kr
Skickas inom 10-15 vardagar
1 428 kr
Skickas inom 10-15 vardagar
1 100 kr
Skickas inom 10-15 vardagar
Finite Element Model Updating Using Computational Intelligence Techniques
Applications to Structural Dynamics
1 598 kr
Skickas inom 10-15 vardagar
1 100 kr
Skickas inom 10-15 vardagar
Condition Monitoring Using Computational Intelligence Methods
Applications in Mechanical and Electrical Systems
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Skickas inom 10-15 vardagar
287 kr
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Computational Intelligence for Missing Data Imputation, Estimation, and Management
Knowledge Optimization Techniques
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Skickas inom 5-8 vardagar
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Skickas inom 5-8 vardagar
Finite Element Model Updating Using Computational Intelligence Techniques
Applications to Structural Dynamics
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Skickas inom 10-15 vardagar
456 kr
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Skickas inom 10-15 vardagar
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Skickas inom 10-15 vardagar
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Disruptive Fourth Industrial Revolution
Technology, Society and Beyond
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Skickas inom 10-15 vardagar
Disruptive Fourth Industrial Revolution
Technology, Society and Beyond
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Artificial Intelligence and the Changing Nature of Corporations
How Technologies Shape Strategy and Operations
881 kr
Skickas inom 10-15 vardagar
Artificial Intelligence and the Changing Nature of Corporations
How Technologies Shape Strategy and Operations
630 kr
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Bayesian Machine Learning in Quantitative Finance
Theory and Practical Applications
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538 kr
Skickas inom 10-15 vardagar
538 kr
Skickas inom 10-15 vardagar
1 646 kr
Skickas inom 10-15 vardagar